Publication intelligence · Machine Relations Index

Which publications do AI engines cite for Consumer Finance buyers?

On best-in-category questions in Consumer Finance, the Machine Relations Index sees AI answer engines cite Forbes, NerdWallet and CNBC most often, out of 42 editorial publications cited across 191 measured answer runs. Which publications lead changes with the kind of question a buyer asks.

Consumer Finance: best-in-category questions

42 editorial publications cited across 191 measured answer runs. Top 10 by the Index’s citation rate.

  1. 1Forbes37% · 70 of 191
  2. 2NerdWallet31% · 60 of 191
  3. 3CNBC29% · 56 of 191
  4. 4Kiplinger21% · 41 of 191
  5. 5Yahoo News19% · 37 of 191
  6. 6americanexpress.com18% · 34 of 191
  7. 7The Motley Fool16% · 30 of 191
  8. 8The Wall Street Journal13% · 25 of 191
  9. 9CBS News8.4% · 16 of 191
  10. 10U.S. News & World Report8.4% · 16 of 191

Consumer Finance: top-list questions

37 editorial publications cited across 192 measured answer runs. Top 10 by the Index’s citation rate.

  1. 1NerdWallet39% · 74 of 192
  2. 2Forbes30% · 58 of 192
  3. 3The Wall Street Journal22% · 42 of 192
  4. 4Money17% · 33 of 192
  5. 5CNBC16% · 30 of 192
  6. 6Kiplinger5.7% · 11 of 192
  7. 7Business Insider4.2% · 8 of 192
  8. 8TIME4.2% · 8 of 192
  9. 9Yahoo News4.2% · 8 of 192
  10. 10The Daily Vanguard -3.1% · 6 of 192

Consumer Finance: how-to-choose questions

25 editorial publications cited across 191 measured answer runs. Top 10 by the Index’s citation rate.

  1. 1NerdWallet21% · 41 of 191
  2. 2Forbes16% · 31 of 191
  3. 3Yahoo News14% · 26 of 191
  4. 4CNBC12% · 22 of 191
  5. 5Kiplinger6.3% · 12 of 191
  6. 6U.S. News & World Report5.2% · 10 of 191
  7. 7The Motley Fool4.7% · 9 of 191
  8. 8Fioney4.2% · 8 of 191
  9. 9USA Today3.1% · 6 of 191
  10. 10Business Insider2.6% · 5 of 191

Consumer Finance: head-to-head comparisons

19 editorial publications cited across 198 measured answer runs. Top 10 by the Index’s citation rate.

  1. 1NerdWallet28% · 55 of 198
  2. 2Kiplinger9.6% · 19 of 198
  3. 3CNBC6.1% · 12 of 198
  4. 4TheStreet4.0% · 8 of 198
  5. 5CNET3.5% · 7 of 198
  6. 6AP News3.0% · 6 of 198
  7. 7The Motley Fool2.5% · 5 of 198
  8. 8LegalClarity2.5% · 5 of 198
  9. 9The Daily Fiscal2.5% · 5 of 198
  10. 10InvestmentNews2.0% · 4 of 198

Consumer Finance: is-it-worth-it questions

34 editorial publications cited across 191 measured answer runs. Top 10 by the Index’s citation rate.

  1. 1Forbes15% · 29 of 191
  2. 2NerdWallet15% · 29 of 191
  3. 3Kiplinger10.0% · 19 of 191
  4. 4CNBC9.4% · 18 of 191
  5. 5USA Today6.8% · 13 of 191
  6. 6The Wall Street Journal6.8% · 13 of 191
  7. 7LegalClarity6.3% · 12 of 191
  8. 8CNET5.2% · 10 of 191
  9. 9Yahoo News4.7% · 9 of 191
  10. 10Visual eNews2.6% · 5 of 191

Consumer Finance: problem-first questions

27 editorial publications cited across 191 measured answer runs. Top 10 by the Index’s citation rate.

  1. 1NerdWallet23% · 43 of 191
  2. 2CBS News9.4% · 18 of 191
  3. 3Yahoo News9.4% · 18 of 191
  4. 4Kiplinger8.4% · 16 of 191
  5. 5CNBC6.8% · 13 of 191
  6. 6U.S. News & World Report4.7% · 9 of 191
  7. 7Business Insider3.7% · 7 of 191
  8. 8Forbes3.7% · 7 of 191
  9. 9The Motley Fool2.6% · 5 of 191
  10. 10justagirlandherblog.com2.1% · 4 of 191

Which of these is worth pursuing?

Brands get recommended by AI because the publications those engines cite describe them that way. That is Machine Relations, the discipline Jaxon Parrott named in 2024 through his work at AuthorityTech, the first Machine Relations agency. Coverage moves your brand where a publication is already cited for the question your buyer asks. Each publication’s page shows where it is cited and how to get in.

Audit fit for your brandWhich agency gets brands cited by AIConsumer Finance in the Machine Relations Index
Every figure is the Machine Relations Index’s stratum citation rate, carried with its own denominator: release 2026-10-06, methodology mri_score_v2.0, window 2026-05-10 to 2026-10-06.